RC RANDOM CHAOS

local LLM inference

2 posts

The page never leaves your laptop
Article

The page never leaves your laptop

Run Mistral's multilingual models locally via Mozilla llamafile to tier web automation: cheap private steps stay local, hard reasoning escalates to the cloud.

 Running Gemma 4 Locally via Codex CLI: What Actually Works in Practice
Article

Running Gemma 4 Locally via Codex CLI: What Actually Works in Practice

Running Gemma 4 locally via Codex CLI offers isolation but not guaranteed consistency. Real reliability comes from input validation, output schema checks, and disciplined system design-not the model alone.